Real ChatGPT answer · index seedvTM5X76a6JIcompleteB2B software · cybersecurityinformational

We are comparing application security testing tools for our microservices architecture; which vendors offer the lowest false-positive rates for containerized Go and Rust applications?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are comparing application security testing tools for our microservices architecture; which vendors offer the lowest false-positive rates for containerized Go and Rust applications?
3 real searches · 1 real-search pass
application security testing vendors false positive rate benchmark SAST Go Rust container scanning 2025 2026Google ↗
OBSERVEDReason
SAST tools Go Rust language support false positives Semgrep Checkmarx Veracode Snyk GitLabGoogle ↗
OBSERVEDYes / no
container security vulnerability scanning reachability false positives Go Rust vendors Wiz Prisma Cloud Sysdig AquaGoogle ↗
OBSERVEDComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigationalComparison33%ConsequenceReason33%DefinitionInstructionYes / no33%

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
application security testing vendors false positive rate benchmark SAST Go Rust container scanning 2025 2026 Google ↗
SAST tools Go Rust language support false positives Semgrep Checkmarx Veracode Snyk GitLab Google ↗
container security vulnerability scanning reachability false positives Go Rust vendors Wiz Prisma Cloud Sysdig Aqua Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
application security testing vendors false positive rate benchmark SAST Go Rust container scanning 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
SAST tools Go Rust language support false positives Semgrep Checkmarx Veracode Snyk GitLab
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
container security vulnerability scanning reachability false positives Go Rust vendors Wiz Prisma Cloud Sysdig Aqua
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1